martin-papy/qdrant-loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration.
GitHub repository with 44 stars and 24 forks.
Language: Python
Topics: cli-tool, confluence-integration, cursor-ide, developer-tools, document-processing, embbedings, enterprise-ready, file-conversion, git-integration, jira-integration